first_go_analyticz.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "import pn_analyze, _data, _graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ImportError",
     "evalue": "No module named 'sqlalchemy'",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-dc897c7e18cf>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mdatetime\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0msqlalchemy\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mcreate_engine\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      8\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mcollections\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mOrderedDict\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mImportError\u001b[0m: No module named 'sqlalchemy'"
     ],
     "output_type": "error"
    }
   ],
   "source": [
    "import matplotlib\n",
    "import pandas as pd\n",
    "import sqlite3\n",
    "import os, time\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "from sqlalchemy import create_engine\n",
    "from collections import OrderedDict\n",
    "import matplotlib\n",
    "import bokeh\n",
    "import socket\n",
    "from bokeh.plotting import figure, output_notebook, show\n",
    "matplotlib.style.use('ggplot')\n",
    "# DB_FILE_LOCATION = os.path.join(os.path.dirname(os.path.dirname(os.getcwd())), 'pynet_database.db')\n",
    "DB_FILE_LOCATION = 'G:\\\\ext\\\\random_crap\\\\pynet_database.db'\n",
    "now = datetime.datetime.now()\n",
    "REGEX_PATTERN_GCI =  r'[A-Z]\\w{5,7}'\n",
    "TIMESTAMP_PARSE_DICT = {'case_timestamp': '%Y-%m-%dT%H:%M:%S.%fZ'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from collections import namedtuple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from bokeh.plotting import figure, show\n",
    "from bokeh.io import output_notebook\n",
    "from bokeh.charts import Bar, output_file, show\n",
    "import bokeh.charts as chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/c/Windows/py\n"
     ]
    }
   ],
   "source": [
    "!which py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'output_notebook' is not defined",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-3-c57c6fa8f51a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0moutput_notebook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'output_notebook' is not defined"
     ],
     "output_type": "error"
    }
   ],
   "source": [
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "DB_FILE_LOCATION\n",
    "disk_engine = create_engine('sqlite:///%s' % DB_FILE_LOCATION)\n",
    "def loadup_func(disk_engine):\n",
    "    metrics = pn_analyze.TestResult(disk_engine)\n",
    "    metrics.strict_startup()\n",
    "    return metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# uncomment on initialization of notebook\n",
    "metrics = loadup_func(disk_engine)\n",
    "metrics.this_year = _data.this_year(metrics.df, 'case_timestamp')\n",
    "metrics.this_month = _data.this_month(metrics.df, 'case_timestamp')\n",
    "metrics.today = _data.this_month(metrics.df, 'case_timestamp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "this_month = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "rng = pd.date_range('9/15/2016', periods=72, freq='H')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from pandas.tseries.offsets import BDay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>group_uuid</th>\n",
       "      <th>scenario_uuid</th>\n",
       "      <th>case_uuid</th>\n",
       "      <th>case_service_name</th>\n",
       "      <th>case_id</th>\n",
       "      <th>case_description</th>\n",
       "      <th>case_timestamp</th>\n",
       "      <th>case_status</th>\n",
       "      <th>case_client_ip</th>\n",
       "      <th>case_endpoint</th>\n",
       "      <th>case_action</th>\n",
       "      <th>case_duration</th>\n",
       "      <th>numeric_status</th>\n",
       "      <th>failed</th>\n",
       "      <th>passed</th>\n",
       "      <th>skipped</th>\n",
       "      <th>date_int</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [group_uuid, scenario_uuid, case_uuid, case_service_name, case_id, case_description, case_timestamp, case_status, case_client_ip, case_endpoint, case_action, case_duration, numeric_status, failed, passed, skipped, date_int]\n",
       "Index: []"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics.df[metrics.df.case_timestamp == datetime.date(2016, 9, 16)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "metrics.this_year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "this_month = datetime.datetime.now().month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    ""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- scenarios passing over time\n",
    "- cases passing over time\n",
    "- should log profile somewhere -- would be nice for metrics (ex. mock data vs live data)\n",
    "- time per test run vs time per case -- cross reference with url endpoint so we can see what's slowing down  \n",
    "- right now there is a filter for totally failed test runs, there should be one where if it is outside of say, 5 sigma of average tests failing it should be removed from df. also if # tests in guuid is out of ~7 sigma, get rid of that too\n",
    "\n",
    "*remember how to write good masks! you forgot!*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# this_y_sans_gci_bs.groupby('case_id').scenario_uuid.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['929070ca281f4ea9b691828dcada60fb'], dtype='object', name='group_uuid')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dis_year = metrics.df[metrics.this_year]\n",
    "by_case_action = dis_year.groupby('case_action')\n",
    "by_guid = dis_year.groupby('group_uuid')\n",
    "latest = dis_year[dis_year.group_uuid.isin([_data.return_guuid_latest(dis_year)])]\n",
    "count_guid = by_guid.agg('count')\n",
    "count_guid[count_guid.scenario_uuid == count_guid.max().scenario_uuid].index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## need a histogram of case status for endpoints\n",
    "### With a comparison to mean histogram of status"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "830"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(metrics.df[metrics.df.group_uuid == '16d5322813624f8e8449ef803b69bbab'].case_id.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>group_uuid</th>\n",
       "      <th>scenario_uuid</th>\n",
       "      <th>case_uuid</th>\n",
       "      <th>case_service_name</th>\n",
       "      <th>case_id</th>\n",
       "      <th>case_description</th>\n",
       "      <th>case_timestamp</th>\n",
       "      <th>case_status</th>\n",
       "      <th>case_client_ip</th>\n",
       "      <th>case_endpoint</th>\n",
       "      <th>case_action</th>\n",
       "      <th>case_duration</th>\n",
       "      <th>numeric_status</th>\n",
       "      <th>failed</th>\n",
       "      <th>passed</th>\n",
       "      <th>skipped</th>\n",
       "      <th>date_int</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2679</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>7dcb8d48aa6346d5bed1e75116ca01a8</td>\n",
       "      <td>1eeb6629e3994df595354f4c53937a58</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>101-008-0001</td>\n",
       "      <td>GET Customs Home Page</td>\n",
       "      <td>2016-09-13 16:32:40.417174</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>home.test</td>\n",
       "      <td>0.125975</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784360417174000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2680</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>2b5cfc061eb647ebae3bc3540c054e17</td>\n",
       "      <td>4d0cb57c33ae41579fa0f4c598c597d6</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>002-004-0001</td>\n",
       "      <td>POST Compute Line</td>\n",
       "      <td>2016-09-13 16:32:40.529150</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>pullpsm.test</td>\n",
       "      <td>0.094981</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784360529150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2681</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>31e6ff1cad8d485f8038448ccbbde7d7</td>\n",
       "      <td>8f544865622841a798a9441563ed0b0d</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>103-001-0002</td>\n",
       "      <td>POST Create new Declaration</td>\n",
       "      <td>2016-09-13 16:32:41.291999</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>new.test</td>\n",
       "      <td>0.741852</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784361291999000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2682</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>31e6ff1cad8d485f8038448ccbbde7d7</td>\n",
       "      <td>4f0f3b5fce76404682419840d6c0f2ff</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>103-001-0003</td>\n",
       "      <td>POST Negative Save of a Declaration without a ...</td>\n",
       "      <td>2016-09-13 16:32:43.171622</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>1.857629</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784363171622000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2683</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>77367fb03b8e4c2b85a392bd9380b029</td>\n",
       "      <td>5dedc33ec1e2429cb0707c9e0c09155e</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>103-004-0001</td>\n",
       "      <td>POST Quick Save</td>\n",
       "      <td>2016-09-13 16:32:43.769503</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>0.569886</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784363769503000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2684</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>77367fb03b8e4c2b85a392bd9380b029</td>\n",
       "      <td>ebfafcdd1ddd4a03bbafdef2dec9d990</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>103-004-0002</td>\n",
       "      <td>POST Cancel of an attaching an invoice</td>\n",
       "      <td>2016-09-13 16:32:44.725311</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>cancel.test</td>\n",
       "      <td>0.933813</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784364725311000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2685</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8d60cccdc6c47bcbaf68690d6ac700b</td>\n",
       "      <td>e579271063f64adfaab2ca0553d8c8c9</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-001-0002</td>\n",
       "      <td>POST Save of a Declaration with No Importer GCI</td>\n",
       "      <td>2016-09-13 16:32:46.370982</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>1.615677</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784366370982000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2686</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8d60cccdc6c47bcbaf68690d6ac700b</td>\n",
       "      <td>b38201864e7f4c2989c0e3405952ccdc</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-001-0003</td>\n",
       "      <td>unlock the declaration, for some reason...</td>\n",
       "      <td>2016-09-13 16:32:46.515954</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>unlock.test</td>\n",
       "      <td>0.115977</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784366515954000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2687</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8d60cccdc6c47bcbaf68690d6ac700b</td>\n",
       "      <td>bffadd6576ab411a8177e28c094f82ca</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-001-0004</td>\n",
       "      <td>POST Transmit of a Declaration with No Importe...</td>\n",
       "      <td>2016-09-13 16:32:48.661524</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>transmit.test</td>\n",
       "      <td>2.113577</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784368661524000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2688</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8d60cccdc6c47bcbaf68690d6ac700b</td>\n",
       "      <td>346de19c9dee484eb91776a961e9452e</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-001-0008</td>\n",
       "      <td>POST Save of a Declaration with denied Importe...</td>\n",
       "      <td>2016-09-13 16:32:52.973661</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>4.273145</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784372973661000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2689</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8d60cccdc6c47bcbaf68690d6ac700b</td>\n",
       "      <td>b3b65b64d1ac43fba91a9d4c8d605387</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-001-0009</td>\n",
       "      <td>unlock the declaration, for some reason...</td>\n",
       "      <td>2016-09-13 16:32:53.083640</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>unlock.test</td>\n",
       "      <td>0.080984</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784373083640000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2690</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8d60cccdc6c47bcbaf68690d6ac700b</td>\n",
       "      <td>819899ada66345c6801feb764beeda4c</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-001-0010</td>\n",
       "      <td>POST Transmit of a Declaration with denied Imp...</td>\n",
       "      <td>2016-09-13 16:32:56.548947</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>transmit.test</td>\n",
       "      <td>3.431314</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784376548947000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2691</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8d60cccdc6c47bcbaf68690d6ac700b</td>\n",
       "      <td>b4ce123b474b433585325680ec216f27</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-001-0012</td>\n",
       "      <td>POST Save of a Declaration with Importer GCI n...</td>\n",
       "      <td>2016-09-13 16:32:59.913274</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>3.327335</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784379913274000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2692</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8d60cccdc6c47bcbaf68690d6ac700b</td>\n",
       "      <td>d3544d99ca8e4c9181ea6fa26839ccd0</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-001-0015</td>\n",
       "      <td>POST Transmit of a Declaration Importer GCI no...</td>\n",
       "      <td>2016-09-13 16:33:03.118632</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>transmit.test</td>\n",
       "      <td>3.170366</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784383118632000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2693</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8d60cccdc6c47bcbaf68690d6ac700b</td>\n",
       "      <td>78ee15441ac74ba087678c88d6b75477</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-001-0018</td>\n",
       "      <td>POST Save of a Declaration with good Importer ...</td>\n",
       "      <td>2016-09-13 16:33:06.409974</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>3.262347</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784386409974000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2694</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8d60cccdc6c47bcbaf68690d6ac700b</td>\n",
       "      <td>f6aef1bf07e54641b0d7ae36f02b1a7e</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-001-0021</td>\n",
       "      <td>POST Transmit of a Declaration with good Impor...</td>\n",
       "      <td>2016-09-13 16:33:09.692317</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>transmit.test</td>\n",
       "      <td>3.240351</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784389692317000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2695</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>78333d4a3b1540c4aa8482db911c51cc</td>\n",
       "      <td>27e648a96b054f49890a6124c51a7845</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-002-0001</td>\n",
       "      <td>POST Negative Quick Save of a Declaration with...</td>\n",
       "      <td>2016-09-13 16:33:09.999255</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>0.268946</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784389999255000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2696</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>78333d4a3b1540c4aa8482db911c51cc</td>\n",
       "      <td>362c51f6d0a34722816dd5779b165df6</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-002-0003</td>\n",
       "      <td>POST Transmit of a Declaration with No Custome...</td>\n",
       "      <td>2016-09-13 16:33:11.444967</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>transmit.test</td>\n",
       "      <td>1.420716</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784391444967000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2697</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>78333d4a3b1540c4aa8482db911c51cc</td>\n",
       "      <td>35c7dee0a18745a99e1d3eff6048ded6</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-002-0004</td>\n",
       "      <td>unlock the declaration, for some reason...</td>\n",
       "      <td>2016-09-13 16:33:11.562942</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>unlock.test</td>\n",
       "      <td>0.088982</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784391562942000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2698</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>78333d4a3b1540c4aa8482db911c51cc</td>\n",
       "      <td>f1fb9213e1b4432a9b803d8e6effbcab</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-002-0005</td>\n",
       "      <td>POST Save of a Declaration Customer GCI with n...</td>\n",
       "      <td>2016-09-13 16:33:15.103235</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>3.506299</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784395103235000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2699</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>78333d4a3b1540c4aa8482db911c51cc</td>\n",
       "      <td>55fb807ff53645af910be7eb56dbc07d</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-002-0008</td>\n",
       "      <td>POST Save of a Declaration Customer GCI with P...</td>\n",
       "      <td>2016-09-13 16:33:17.649725</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>2.505499</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784397649725000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2700</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>78333d4a3b1540c4aa8482db911c51cc</td>\n",
       "      <td>07ed6f6d1fda48e5aa0392b53950abac</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-002-0009</td>\n",
       "      <td>POST Save of a Declaration Customer GCI with P...</td>\n",
       "      <td>2016-09-13 16:33:20.150224</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>2.455508</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784400150224000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2701</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>78333d4a3b1540c4aa8482db911c51cc</td>\n",
       "      <td>357e80f7dd6b4ddf8c43f32ab4634d32</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-002-0010</td>\n",
       "      <td>POST Negative Quick Save of a Declaration Cust...</td>\n",
       "      <td>2016-09-13 16:33:20.588138</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>0.400920</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784400588138000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2702</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>7d2bd84cc5a749f8bdc68665500c4b23</td>\n",
       "      <td>956826ea743846f7b468a3d12ca96f06</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-005-0001</td>\n",
       "      <td>POST Save Declaration with No Decl Type. Requi...</td>\n",
       "      <td>2016-09-13 16:33:22.328789</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>1.711658</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784402328789000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2703</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>7d2bd84cc5a749f8bdc68665500c4b23</td>\n",
       "      <td>4dbd588184974b3f90ca29ce9a47ed79</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-005-0002</td>\n",
       "      <td>POST Transmit Declaration with No Decl Type. R...</td>\n",
       "      <td>2016-09-13 16:33:24.058444</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>1.700660</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784404058444000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2704</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>b580c3183e594cf08a045a3e45ef76f3</td>\n",
       "      <td>594d9bd9d526445da48b3705c1ee7b60</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-012-0005</td>\n",
       "      <td>POST Save of a Declaration with Bad Country of...</td>\n",
       "      <td>2016-09-13 16:33:25.767102</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>1.675665</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784405767102000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2705</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>b580c3183e594cf08a045a3e45ef76f3</td>\n",
       "      <td>a897a402be754972a0c4795641b7c00b</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-012-0008</td>\n",
       "      <td>POST Transmit of a Declaration with Bad Countr...</td>\n",
       "      <td>2016-09-13 16:33:28.007653</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>transmit.test</td>\n",
       "      <td>2.196561</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784408007653000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2706</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>53b084da49bc48ee843d560e60adc914</td>\n",
       "      <td>52847153eb654c6983d336f276ab3d13</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-013-0002</td>\n",
       "      <td>POST Save of a Declaration with No Country of ...</td>\n",
       "      <td>2016-09-13 16:33:29.775300</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>1.725655</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784409775300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2707</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>c156463ede3448bfb9f881abc1059358</td>\n",
       "      <td>61d162427f6c466babde3cc0109e167e</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-014-0001</td>\n",
       "      <td>POST Save of a Declaration with No CFIT File N...</td>\n",
       "      <td>2016-09-13 16:33:31.514951</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>1.713657</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784411514951000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2708</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>c156463ede3448bfb9f881abc1059358</td>\n",
       "      <td>b6a4024b5c4e4f8f846724b04d43fe40</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>105-014-0002</td>\n",
       "      <td>POST Transmit of a Declaration with No CFIT Fi...</td>\n",
       "      <td>2016-09-13 16:33:33.893476</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>transmit.test</td>\n",
       "      <td>2.342531</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784413893476000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2920</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>04a2ddcfacec4a24a250f976e66cd3df</td>\n",
       "      <td>81f8e5b5c5104eaaa05de4a01a4462e8</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-007-0001</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:40:43.571057</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>0.846915</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784843571057000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2921</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>04a2ddcfacec4a24a250f976e66cd3df</td>\n",
       "      <td>422e88e3fb994f33a34e78e15cd898cd</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-007-0002</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:40:44.333981</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>0.732927</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784844333981000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2922</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>04a2ddcfacec4a24a250f976e66cd3df</td>\n",
       "      <td>a3fdedc9e4b042c69a140ffe7423f5ab</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-007-0003</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:40:47.558657</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>3.174682</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784847558657000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2923</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>04a2ddcfacec4a24a250f976e66cd3df</td>\n",
       "      <td>f3b2ddecd4c440de81a350a3101eddba</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-007-0004</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:40:49.401473</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>1.761824</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784849401473000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2924</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>04a2ddcfacec4a24a250f976e66cd3df</td>\n",
       "      <td>9c34b5204d5e473fb9cd02d4439002c6</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-007-0005</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:40:51.268286</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>transmit.test</td>\n",
       "      <td>1.793820</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784851268286000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2925</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>15e834f4fa9d4c5fb1e1c27d6c58d177</td>\n",
       "      <td>1b6a3aded3754b829dc7ff492c9b8da4</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-008-0001</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:40:51.828231</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>0.502949</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784851828231000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2926</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>15e834f4fa9d4c5fb1e1c27d6c58d177</td>\n",
       "      <td>e79f52ef581340e6b54410f5cb25cd6f</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-008-0002</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:40:52.605154</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>0.746926</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784852605154000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2927</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>15e834f4fa9d4c5fb1e1c27d6c58d177</td>\n",
       "      <td>2d63e0a876fc47fb94a17b5dcb992302</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-008-0003</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:40:53.396074</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>0.733926</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784853396074000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2928</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>15e834f4fa9d4c5fb1e1c27d6c58d177</td>\n",
       "      <td>58635a00d03146618b78bd0be6b4d837</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-008-0004</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:40:55.275886</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>1.804819</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784855275886000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2929</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>15e834f4fa9d4c5fb1e1c27d6c58d177</td>\n",
       "      <td>12e937d5e62645e2ab785b5461a99e1d</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-008-0005</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:40:57.224692</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>transmit.test</td>\n",
       "      <td>1.874813</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784857224692000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2930</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>73fd835ec0304e8296e7df1e05a9c68c</td>\n",
       "      <td>40ce34a6e9e64da0a9a95396f5a8e5e5</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-009-0001</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:40:57.476665</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>0.193980</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784857476665000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2931</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>73fd835ec0304e8296e7df1e05a9c68c</td>\n",
       "      <td>c327d70d2f8140e89327aeaf78589972</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-009-0002</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:40:57.993614</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>0.486952</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784857993614000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2932</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>73fd835ec0304e8296e7df1e05a9c68c</td>\n",
       "      <td>74e39632a8764415948b8c8fc9a5e646</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-009-0003</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:40:58.764538</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>0.719928</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784858764538000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2933</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>73fd835ec0304e8296e7df1e05a9c68c</td>\n",
       "      <td>cc76f54458584384ae7c3950046f1b22</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-009-0004</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:00.732341</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>1.895811</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784860732341000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2934</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>73fd835ec0304e8296e7df1e05a9c68c</td>\n",
       "      <td>d02b8405a1bb4989babcf620561ea531</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-009-0005</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:02.673146</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>transmit.test</td>\n",
       "      <td>1.864814</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784862673146000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2935</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>beaff98717a24ef59be928f832697382</td>\n",
       "      <td>f622cc5f887e439c9f4c5bdbd34c107f</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-010-0001</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:02.926120</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>0.194980</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784862926120000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2936</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>beaff98717a24ef59be928f832697382</td>\n",
       "      <td>f9723a7f79924707bec25662c1553f63</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-010-0002</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:03.685045</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>0.729927</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784863685045000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2937</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>beaff98717a24ef59be928f832697382</td>\n",
       "      <td>3f86ae503d8b4f0c949ee7ea3d28f810</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-010-0003</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:04.462968</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>0.727928</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784864462968000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2938</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>beaff98717a24ef59be928f832697382</td>\n",
       "      <td>3ef269e25fe248e3952ddb3c5762241c</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-010-0004</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:06.430771</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>1.895811</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784866430771000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2939</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>beaff98717a24ef59be928f832697382</td>\n",
       "      <td>27ac52aba8ce4d92a6970ade9b8502fb</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-010-0005</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:08.305583</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>transmit.test</td>\n",
       "      <td>1.800820</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784868305583000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2940</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8b94235af284e558c1696c41c89f368</td>\n",
       "      <td>14525d841c674d15b0842261b9e800f3</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-011-0001</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:08.592555</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>0.227978</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784868592555000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2941</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8b94235af284e558c1696c41c89f368</td>\n",
       "      <td>81b123975eaa4230bfbc1bc4036cf9d9</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-011-0002</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:09.117501</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>0.494950</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784869117501000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2942</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8b94235af284e558c1696c41c89f368</td>\n",
       "      <td>629fdd25374e42ee916a0a252f5ff9a1</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-011-0003</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:09.903424</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>0.732927</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784869903424000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2943</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8b94235af284e558c1696c41c89f368</td>\n",
       "      <td>e01395a6660c4ea7a8c6e8e9180247a6</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-011-0004</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:11.822232</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>1.841816</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784871822232000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2944</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>a8b94235af284e558c1696c41c89f368</td>\n",
       "      <td>d1071653f0d544f7b0dd8ec66e29ae95</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-011-0005</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:13.644048</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>transmit.test</td>\n",
       "      <td>1.748825</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784873644048000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2945</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>798770b1fb954a95bbd2327e6a9568ed</td>\n",
       "      <td>8d23c63921a84be08689198821445f8a</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-012-0001</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:13.891025</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>0.189981</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784873891025000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2946</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>798770b1fb954a95bbd2327e6a9568ed</td>\n",
       "      <td>9674627f4ed842a89bc9c5ecc3f64b56</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-012-0002</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:14.388974</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>0.468953</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784874388974000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2947</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>798770b1fb954a95bbd2327e6a9568ed</td>\n",
       "      <td>3384011dd9f847f5a48a017bc83ae533</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-012-0003</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:15.182895</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>quicksave.test</td>\n",
       "      <td>0.743926</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784875182895000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2948</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>798770b1fb954a95bbd2327e6a9568ed</td>\n",
       "      <td>7617bca72b70403fb7654d330762b99a</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-012-0004</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:17.212692</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>save.test</td>\n",
       "      <td>1.958805</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784877212692000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2949</th>\n",
       "      <td>4b46916b01c84582afd546d744a256d3</td>\n",
       "      <td>798770b1fb954a95bbd2327e6a9568ed</td>\n",
       "      <td>a8dfd3e47940407aaa16385ee6984d6f</td>\n",
       "      <td>BOLTServicesBranch</td>\n",
       "      <td>199-012-0005</td>\n",
       "      <td></td>\n",
       "      <td>2016-09-13 16:41:19.030510</td>\n",
       "      <td>passed</td>\n",
       "      <td>10.1.178.201</td>\n",
       "      <td>localhost:8080</td>\n",
       "      <td>transmit.test</td>\n",
       "      <td>1.744826</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1473784879030510000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>253 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            group_uuid                     scenario_uuid  \\\n",
       "2679  4b46916b01c84582afd546d744a256d3  7dcb8d48aa6346d5bed1e75116ca01a8   \n",
       "2680  4b46916b01c84582afd546d744a256d3  2b5cfc061eb647ebae3bc3540c054e17   \n",
       "2681  4b46916b01c84582afd546d744a256d3  31e6ff1cad8d485f8038448ccbbde7d7   \n",
       "2682  4b46916b01c84582afd546d744a256d3  31e6ff1cad8d485f8038448ccbbde7d7   \n",
       "2683  4b46916b01c84582afd546d744a256d3  77367fb03b8e4c2b85a392bd9380b029   \n",
       "2684  4b46916b01c84582afd546d744a256d3  77367fb03b8e4c2b85a392bd9380b029   \n",
       "2685  4b46916b01c84582afd546d744a256d3  a8d60cccdc6c47bcbaf68690d6ac700b   \n",
       "2686  4b46916b01c84582afd546d744a256d3  a8d60cccdc6c47bcbaf68690d6ac700b   \n",
       "2687  4b46916b01c84582afd546d744a256d3  a8d60cccdc6c47bcbaf68690d6ac700b   \n",
       "2688  4b46916b01c84582afd546d744a256d3  a8d60cccdc6c47bcbaf68690d6ac700b   \n",
       "2689  4b46916b01c84582afd546d744a256d3  a8d60cccdc6c47bcbaf68690d6ac700b   \n",
       "2690  4b46916b01c84582afd546d744a256d3  a8d60cccdc6c47bcbaf68690d6ac700b   \n",
       "2691  4b46916b01c84582afd546d744a256d3  a8d60cccdc6c47bcbaf68690d6ac700b   \n",
       "2692  4b46916b01c84582afd546d744a256d3  a8d60cccdc6c47bcbaf68690d6ac700b   \n",
       "2693  4b46916b01c84582afd546d744a256d3  a8d60cccdc6c47bcbaf68690d6ac700b   \n",
       "2694  4b46916b01c84582afd546d744a256d3  a8d60cccdc6c47bcbaf68690d6ac700b   \n",
       "2695  4b46916b01c84582afd546d744a256d3  78333d4a3b1540c4aa8482db911c51cc   \n",
       "2696  4b46916b01c84582afd546d744a256d3  78333d4a3b1540c4aa8482db911c51cc   \n",
       "2697  4b46916b01c84582afd546d744a256d3  78333d4a3b1540c4aa8482db911c51cc   \n",
       "2698  4b46916b01c84582afd546d744a256d3  78333d4a3b1540c4aa8482db911c51cc   \n",
       "2699  4b46916b01c84582afd546d744a256d3  78333d4a3b1540c4aa8482db911c51cc   \n",
       "2700  4b46916b01c84582afd546d744a256d3  78333d4a3b1540c4aa8482db911c51cc   \n",
       "2701  4b46916b01c84582afd546d744a256d3  78333d4a3b1540c4aa8482db911c51cc   \n",
       "2702  4b46916b01c84582afd546d744a256d3  7d2bd84cc5a749f8bdc68665500c4b23   \n",
       "2703  4b46916b01c84582afd546d744a256d3  7d2bd84cc5a749f8bdc68665500c4b23   \n",
       "2704  4b46916b01c84582afd546d744a256d3  b580c3183e594cf08a045a3e45ef76f3   \n",
       "2705  4b46916b01c84582afd546d744a256d3  b580c3183e594cf08a045a3e45ef76f3   \n",
       "2706  4b46916b01c84582afd546d744a256d3  53b084da49bc48ee843d560e60adc914   \n",
       "2707  4b46916b01c84582afd546d744a256d3  c156463ede3448bfb9f881abc1059358   \n",
       "2708  4b46916b01c84582afd546d744a256d3  c156463ede3448bfb9f881abc1059358   \n",
       "...                                ...                               ...   \n",
       "2920  4b46916b01c84582afd546d744a256d3  04a2ddcfacec4a24a250f976e66cd3df   \n",
       "2921  4b46916b01c84582afd546d744a256d3  04a2ddcfacec4a24a250f976e66cd3df   \n",
       "2922  4b46916b01c84582afd546d744a256d3  04a2ddcfacec4a24a250f976e66cd3df   \n",
       "2923  4b46916b01c84582afd546d744a256d3  04a2ddcfacec4a24a250f976e66cd3df   \n",
       "2924  4b46916b01c84582afd546d744a256d3  04a2ddcfacec4a24a250f976e66cd3df   \n",
       "2925  4b46916b01c84582afd546d744a256d3  15e834f4fa9d4c5fb1e1c27d6c58d177   \n",
       "2926  4b46916b01c84582afd546d744a256d3  15e834f4fa9d4c5fb1e1c27d6c58d177   \n",
       "2927  4b46916b01c84582afd546d744a256d3  15e834f4fa9d4c5fb1e1c27d6c58d177   \n",
       "2928  4b46916b01c84582afd546d744a256d3  15e834f4fa9d4c5fb1e1c27d6c58d177   \n",
       "2929  4b46916b01c84582afd546d744a256d3  15e834f4fa9d4c5fb1e1c27d6c58d177   \n",
       "2930  4b46916b01c84582afd546d744a256d3  73fd835ec0304e8296e7df1e05a9c68c   \n",
       "2931  4b46916b01c84582afd546d744a256d3  73fd835ec0304e8296e7df1e05a9c68c   \n",
       "2932  4b46916b01c84582afd546d744a256d3  73fd835ec0304e8296e7df1e05a9c68c   \n",
       "2933  4b46916b01c84582afd546d744a256d3  73fd835ec0304e8296e7df1e05a9c68c   \n",
       "2934  4b46916b01c84582afd546d744a256d3  73fd835ec0304e8296e7df1e05a9c68c   \n",
       "2935  4b46916b01c84582afd546d744a256d3  beaff98717a24ef59be928f832697382   \n",
       "2936  4b46916b01c84582afd546d744a256d3  beaff98717a24ef59be928f832697382   \n",
       "2937  4b46916b01c84582afd546d744a256d3  beaff98717a24ef59be928f832697382   \n",
       "2938  4b46916b01c84582afd546d744a256d3  beaff98717a24ef59be928f832697382   \n",
       "2939  4b46916b01c84582afd546d744a256d3  beaff98717a24ef59be928f832697382   \n",
       "2940  4b46916b01c84582afd546d744a256d3  a8b94235af284e558c1696c41c89f368   \n",
       "2941  4b46916b01c84582afd546d744a256d3  a8b94235af284e558c1696c41c89f368   \n",
       "2942  4b46916b01c84582afd546d744a256d3  a8b94235af284e558c1696c41c89f368   \n",
       "2943  4b46916b01c84582afd546d744a256d3  a8b94235af284e558c1696c41c89f368   \n",
       "2944  4b46916b01c84582afd546d744a256d3  a8b94235af284e558c1696c41c89f368   \n",
       "2945  4b46916b01c84582afd546d744a256d3  798770b1fb954a95bbd2327e6a9568ed   \n",
       "2946  4b46916b01c84582afd546d744a256d3  798770b1fb954a95bbd2327e6a9568ed   \n",
       "2947  4b46916b01c84582afd546d744a256d3  798770b1fb954a95bbd2327e6a9568ed   \n",
       "2948  4b46916b01c84582afd546d744a256d3  798770b1fb954a95bbd2327e6a9568ed   \n",
       "2949  4b46916b01c84582afd546d744a256d3  798770b1fb954a95bbd2327e6a9568ed   \n",
       "\n",
       "                             case_uuid   case_service_name       case_id  \\\n",
       "2679  1eeb6629e3994df595354f4c53937a58  BOLTServicesBranch  101-008-0001   \n",
       "2680  4d0cb57c33ae41579fa0f4c598c597d6  BOLTServicesBranch  002-004-0001   \n",
       "2681  8f544865622841a798a9441563ed0b0d  BOLTServicesBranch  103-001-0002   \n",
       "2682  4f0f3b5fce76404682419840d6c0f2ff  BOLTServicesBranch  103-001-0003   \n",
       "2683  5dedc33ec1e2429cb0707c9e0c09155e  BOLTServicesBranch  103-004-0001   \n",
       "2684  ebfafcdd1ddd4a03bbafdef2dec9d990  BOLTServicesBranch  103-004-0002   \n",
       "2685  e579271063f64adfaab2ca0553d8c8c9  BOLTServicesBranch  105-001-0002   \n",
       "2686  b38201864e7f4c2989c0e3405952ccdc  BOLTServicesBranch  105-001-0003   \n",
       "2687  bffadd6576ab411a8177e28c094f82ca  BOLTServicesBranch  105-001-0004   \n",
       "2688  346de19c9dee484eb91776a961e9452e  BOLTServicesBranch  105-001-0008   \n",
       "2689  b3b65b64d1ac43fba91a9d4c8d605387  BOLTServicesBranch  105-001-0009   \n",
       "2690  819899ada66345c6801feb764beeda4c  BOLTServicesBranch  105-001-0010   \n",
       "2691  b4ce123b474b433585325680ec216f27  BOLTServicesBranch  105-001-0012   \n",
       "2692  d3544d99ca8e4c9181ea6fa26839ccd0  BOLTServicesBranch  105-001-0015   \n",
       "2693  78ee15441ac74ba087678c88d6b75477  BOLTServicesBranch  105-001-0018   \n",
       "2694  f6aef1bf07e54641b0d7ae36f02b1a7e  BOLTServicesBranch  105-001-0021   \n",
       "2695  27e648a96b054f49890a6124c51a7845  BOLTServicesBranch  105-002-0001   \n",
       "2696  362c51f6d0a34722816dd5779b165df6  BOLTServicesBranch  105-002-0003   \n",
       "2697  35c7dee0a18745a99e1d3eff6048ded6  BOLTServicesBranch  105-002-0004   \n",
       "2698  f1fb9213e1b4432a9b803d8e6effbcab  BOLTServicesBranch  105-002-0005   \n",
       "2699  55fb807ff53645af910be7eb56dbc07d  BOLTServicesBranch  105-002-0008   \n",
       "2700  07ed6f6d1fda48e5aa0392b53950abac  BOLTServicesBranch  105-002-0009   \n",
       "2701  357e80f7dd6b4ddf8c43f32ab4634d32  BOLTServicesBranch  105-002-0010   \n",
       "2702  956826ea743846f7b468a3d12ca96f06  BOLTServicesBranch  105-005-0001   \n",
       "2703  4dbd588184974b3f90ca29ce9a47ed79  BOLTServicesBranch  105-005-0002   \n",
       "2704  594d9bd9d526445da48b3705c1ee7b60  BOLTServicesBranch  105-012-0005   \n",
       "2705  a897a402be754972a0c4795641b7c00b  BOLTServicesBranch  105-012-0008   \n",
       "2706  52847153eb654c6983d336f276ab3d13  BOLTServicesBranch  105-013-0002   \n",
       "2707  61d162427f6c466babde3cc0109e167e  BOLTServicesBranch  105-014-0001   \n",
       "2708  b6a4024b5c4e4f8f846724b04d43fe40  BOLTServicesBranch  105-014-0002   \n",
       "...                                ...                 ...           ...   \n",
       "2920  81f8e5b5c5104eaaa05de4a01a4462e8  BOLTServicesBranch  199-007-0001   \n",
       "2921  422e88e3fb994f33a34e78e15cd898cd  BOLTServicesBranch  199-007-0002   \n",
       "2922  a3fdedc9e4b042c69a140ffe7423f5ab  BOLTServicesBranch  199-007-0003   \n",
       "2923  f3b2ddecd4c440de81a350a3101eddba  BOLTServicesBranch  199-007-0004   \n",
       "2924  9c34b5204d5e473fb9cd02d4439002c6  BOLTServicesBranch  199-007-0005   \n",
       "2925  1b6a3aded3754b829dc7ff492c9b8da4  BOLTServicesBranch  199-008-0001   \n",
       "2926  e79f52ef581340e6b54410f5cb25cd6f  BOLTServicesBranch  199-008-0002   \n",
       "2927  2d63e0a876fc47fb94a17b5dcb992302  BOLTServicesBranch  199-008-0003   \n",
       "2928  58635a00d03146618b78bd0be6b4d837  BOLTServicesBranch  199-008-0004   \n",
       "2929  12e937d5e62645e2ab785b5461a99e1d  BOLTServicesBranch  199-008-0005   \n",
       "2930  40ce34a6e9e64da0a9a95396f5a8e5e5  BOLTServicesBranch  199-009-0001   \n",
       "2931  c327d70d2f8140e89327aeaf78589972  BOLTServicesBranch  199-009-0002   \n",
       "2932  74e39632a8764415948b8c8fc9a5e646  BOLTServicesBranch  199-009-0003   \n",
       "2933  cc76f54458584384ae7c3950046f1b22  BOLTServicesBranch  199-009-0004   \n",
       "2934  d02b8405a1bb4989babcf620561ea531  BOLTServicesBranch  199-009-0005   \n",
       "2935  f622cc5f887e439c9f4c5bdbd34c107f  BOLTServicesBranch  199-010-0001   \n",
       "2936  f9723a7f79924707bec25662c1553f63  BOLTServicesBranch  199-010-0002   \n",
       "2937  3f86ae503d8b4f0c949ee7ea3d28f810  BOLTServicesBranch  199-010-0003   \n",
       "2938  3ef269e25fe248e3952ddb3c5762241c  BOLTServicesBranch  199-010-0004   \n",
       "2939  27ac52aba8ce4d92a6970ade9b8502fb  BOLTServicesBranch  199-010-0005   \n",
       "2940  14525d841c674d15b0842261b9e800f3  BOLTServicesBranch  199-011-0001   \n",
       "2941  81b123975eaa4230bfbc1bc4036cf9d9  BOLTServicesBranch  199-011-0002   \n",
       "2942  629fdd25374e42ee916a0a252f5ff9a1  BOLTServicesBranch  199-011-0003   \n",
       "2943  e01395a6660c4ea7a8c6e8e9180247a6  BOLTServicesBranch  199-011-0004   \n",
       "2944  d1071653f0d544f7b0dd8ec66e29ae95  BOLTServicesBranch  199-011-0005   \n",
       "2945  8d23c63921a84be08689198821445f8a  BOLTServicesBranch  199-012-0001   \n",
       "2946  9674627f4ed842a89bc9c5ecc3f64b56  BOLTServicesBranch  199-012-0002   \n",
       "2947  3384011dd9f847f5a48a017bc83ae533  BOLTServicesBranch  199-012-0003   \n",
       "2948  7617bca72b70403fb7654d330762b99a  BOLTServicesBranch  199-012-0004   \n",
       "2949  a8dfd3e47940407aaa16385ee6984d6f  BOLTServicesBranch  199-012-0005   \n",
       "\n",
       "                                       case_description  \\\n",
       "2679                              GET Customs Home Page   \n",
       "2680                                  POST Compute Line   \n",
       "2681                        POST Create new Declaration   \n",
       "2682  POST Negative Save of a Declaration without a ...   \n",
       "2683                                   POST Quick Save    \n",
       "2684             POST Cancel of an attaching an invoice   \n",
       "2685    POST Save of a Declaration with No Importer GCI   \n",
       "2686         unlock the declaration, for some reason...   \n",
       "2687  POST Transmit of a Declaration with No Importe...   \n",
       "2688  POST Save of a Declaration with denied Importe...   \n",
       "2689         unlock the declaration, for some reason...   \n",
       "2690  POST Transmit of a Declaration with denied Imp...   \n",
       "2691  POST Save of a Declaration with Importer GCI n...   \n",
       "2692  POST Transmit of a Declaration Importer GCI no...   \n",
       "2693  POST Save of a Declaration with good Importer ...   \n",
       "2694  POST Transmit of a Declaration with good Impor...   \n",
       "2695  POST Negative Quick Save of a Declaration with...   \n",
       "2696  POST Transmit of a Declaration with No Custome...   \n",
       "2697         unlock the declaration, for some reason...   \n",
       "2698  POST Save of a Declaration Customer GCI with n...   \n",
       "2699  POST Save of a Declaration Customer GCI with P...   \n",
       "2700  POST Save of a Declaration Customer GCI with P...   \n",
       "2701  POST Negative Quick Save of a Declaration Cust...   \n",
       "2702  POST Save Declaration with No Decl Type. Requi...   \n",
       "2703  POST Transmit Declaration with No Decl Type. R...   \n",
       "2704  POST Save of a Declaration with Bad Country of...   \n",
       "2705  POST Transmit of a Declaration with Bad Countr...   \n",
       "2706  POST Save of a Declaration with No Country of ...   \n",
       "2707  POST Save of a Declaration with No CFIT File N...   \n",
       "2708  POST Transmit of a Declaration with No CFIT Fi...   \n",
       "...                                                 ...   \n",
       "2920                                                      \n",
       "2921                                                      \n",
       "2922                                                      \n",
       "2923                                                      \n",
       "2924                                                      \n",
       "2925                                                      \n",
       "2926                                                      \n",
       "2927                                                      \n",
       "2928                                                      \n",
       "2929                                                      \n",
       "2930                                                      \n",
       "2931                                                      \n",
       "2932                                                      \n",
       "2933                                                      \n",
       "2934                                                      \n",
       "2935                                                      \n",
       "2936                                                      \n",
       "2937                                                      \n",
       "2938                                                      \n",
       "2939                                                      \n",
       "2940                                                      \n",
       "2941                                                      \n",
       "2942                                                      \n",
       "2943                                                      \n",
       "2944                                                      \n",
       "2945                                                      \n",
       "2946                                                      \n",
       "2947                                                      \n",
       "2948                                                      \n",
       "2949                                                      \n",
       "\n",
       "                 case_timestamp case_status case_client_ip   case_endpoint  \\\n",
       "2679 2016-09-13 16:32:40.417174      passed   10.1.178.201  localhost:8080   \n",
       "2680 2016-09-13 16:32:40.529150      passed   10.1.178.201  localhost:8080   \n",
       "2681 2016-09-13 16:32:41.291999      passed   10.1.178.201  localhost:8080   \n",
       "2682 2016-09-13 16:32:43.171622      passed   10.1.178.201  localhost:8080   \n",
       "2683 2016-09-13 16:32:43.769503      passed   10.1.178.201  localhost:8080   \n",
       "2684 2016-09-13 16:32:44.725311      passed   10.1.178.201  localhost:8080   \n",
       "2685 2016-09-13 16:32:46.370982      passed   10.1.178.201  localhost:8080   \n",
       "2686 2016-09-13 16:32:46.515954      passed   10.1.178.201  localhost:8080   \n",
       "2687 2016-09-13 16:32:48.661524      passed   10.1.178.201  localhost:8080   \n",
       "2688 2016-09-13 16:32:52.973661      passed   10.1.178.201  localhost:8080   \n",
       "2689 2016-09-13 16:32:53.083640      passed   10.1.178.201  localhost:8080   \n",
       "2690 2016-09-13 16:32:56.548947      passed   10.1.178.201  localhost:8080   \n",
       "2691 2016-09-13 16:32:59.913274      passed   10.1.178.201  localhost:8080   \n",
       "2692 2016-09-13 16:33:03.118632      passed   10.1.178.201  localhost:8080   \n",
       "2693 2016-09-13 16:33:06.409974      passed   10.1.178.201  localhost:8080   \n",
       "2694 2016-09-13 16:33:09.692317      passed   10.1.178.201  localhost:8080   \n",
       "2695 2016-09-13 16:33:09.999255      passed   10.1.178.201  localhost:8080   \n",
       "2696 2016-09-13 16:33:11.444967      passed   10.1.178.201  localhost:8080   \n",
       "2697 2016-09-13 16:33:11.562942      passed   10.1.178.201  localhost:8080   \n",
       "2698 2016-09-13 16:33:15.103235      passed   10.1.178.201  localhost:8080   \n",
       "2699 2016-09-13 16:33:17.649725      passed   10.1.178.201  localhost:8080   \n",
       "2700 2016-09-13 16:33:20.150224      passed   10.1.178.201  localhost:8080   \n",
       "2701 2016-09-13 16:33:20.588138      passed   10.1.178.201  localhost:8080   \n",
       "2702 2016-09-13 16:33:22.328789      passed   10.1.178.201  localhost:8080   \n",
       "2703 2016-09-13 16:33:24.058444      passed   10.1.178.201  localhost:8080   \n",
       "2704 2016-09-13 16:33:25.767102      passed   10.1.178.201  localhost:8080   \n",
       "2705 2016-09-13 16:33:28.007653      passed   10.1.178.201  localhost:8080   \n",
       "2706 2016-09-13 16:33:29.775300      passed   10.1.178.201  localhost:8080   \n",
       "2707 2016-09-13 16:33:31.514951      passed   10.1.178.201  localhost:8080   \n",
       "2708 2016-09-13 16:33:33.893476      passed   10.1.178.201  localhost:8080   \n",
       "...                         ...         ...            ...             ...   \n",
       "2920 2016-09-13 16:40:43.571057      passed   10.1.178.201  localhost:8080   \n",
       "2921 2016-09-13 16:40:44.333981      passed   10.1.178.201  localhost:8080   \n",
       "2922 2016-09-13 16:40:47.558657      passed   10.1.178.201  localhost:8080   \n",
       "2923 2016-09-13 16:40:49.401473      passed   10.1.178.201  localhost:8080   \n",
       "2924 2016-09-13 16:40:51.268286      passed   10.1.178.201  localhost:8080   \n",
       "2925 2016-09-13 16:40:51.828231      passed   10.1.178.201  localhost:8080   \n",
       "2926 2016-09-13 16:40:52.605154      passed   10.1.178.201  localhost:8080   \n",
       "2927 2016-09-13 16:40:53.396074      passed   10.1.178.201  localhost:8080   \n",
       "2928 2016-09-13 16:40:55.275886      passed   10.1.178.201  localhost:8080   \n",
       "2929 2016-09-13 16:40:57.224692      passed   10.1.178.201  localhost:8080   \n",
       "2930 2016-09-13 16:40:57.476665      passed   10.1.178.201  localhost:8080   \n",
       "2931 2016-09-13 16:40:57.993614      passed   10.1.178.201  localhost:8080   \n",
       "2932 2016-09-13 16:40:58.764538      passed   10.1.178.201  localhost:8080   \n",
       "2933 2016-09-13 16:41:00.732341      passed   10.1.178.201  localhost:8080   \n",
       "2934 2016-09-13 16:41:02.673146      passed   10.1.178.201  localhost:8080   \n",
       "2935 2016-09-13 16:41:02.926120      passed   10.1.178.201  localhost:8080   \n",
       "2936 2016-09-13 16:41:03.685045      passed   10.1.178.201  localhost:8080   \n",
       "2937 2016-09-13 16:41:04.462968      passed   10.1.178.201  localhost:8080   \n",
       "2938 2016-09-13 16:41:06.430771      passed   10.1.178.201  localhost:8080   \n",
       "2939 2016-09-13 16:41:08.305583      passed   10.1.178.201  localhost:8080   \n",
       "2940 2016-09-13 16:41:08.592555      passed   10.1.178.201  localhost:8080   \n",
       "2941 2016-09-13 16:41:09.117501      passed   10.1.178.201  localhost:8080   \n",
       "2942 2016-09-13 16:41:09.903424      passed   10.1.178.201  localhost:8080   \n",
       "2943 2016-09-13 16:41:11.822232      passed   10.1.178.201  localhost:8080   \n",
       "2944 2016-09-13 16:41:13.644048      passed   10.1.178.201  localhost:8080   \n",
       "2945 2016-09-13 16:41:13.891025      passed   10.1.178.201  localhost:8080   \n",
       "2946 2016-09-13 16:41:14.388974      passed   10.1.178.201  localhost:8080   \n",
       "2947 2016-09-13 16:41:15.182895      passed   10.1.178.201  localhost:8080   \n",
       "2948 2016-09-13 16:41:17.212692      passed   10.1.178.201  localhost:8080   \n",
       "2949 2016-09-13 16:41:19.030510      passed   10.1.178.201  localhost:8080   \n",
       "\n",
       "         case_action  case_duration  numeric_status  failed  passed  skipped  \\\n",
       "2679       home.test       0.125975               1     0.0     1.0      0.0   \n",
       "2680    pullpsm.test       0.094981               1     0.0     1.0      0.0   \n",
       "2681        new.test       0.741852               1     0.0     1.0      0.0   \n",
       "2682       save.test       1.857629               1     0.0     1.0      0.0   \n",
       "2683  quicksave.test       0.569886               1     0.0     1.0      0.0   \n",
       "2684     cancel.test       0.933813               1     0.0     1.0      0.0   \n",
       "2685       save.test       1.615677               1     0.0     1.0      0.0   \n",
       "2686     unlock.test       0.115977               1     0.0     1.0      0.0   \n",
       "2687   transmit.test       2.113577               1     0.0     1.0      0.0   \n",
       "2688       save.test       4.273145               1     0.0     1.0      0.0   \n",
       "2689     unlock.test       0.080984               1     0.0     1.0      0.0   \n",
       "2690   transmit.test       3.431314               1     0.0     1.0      0.0   \n",
       "2691       save.test       3.327335               1     0.0     1.0      0.0   \n",
       "2692   transmit.test       3.170366               1     0.0     1.0      0.0   \n",
       "2693       save.test       3.262347               1     0.0     1.0      0.0   \n",
       "2694   transmit.test       3.240351               1     0.0     1.0      0.0   \n",
       "2695  quicksave.test       0.268946               1     0.0     1.0      0.0   \n",
       "2696   transmit.test       1.420716               1     0.0     1.0      0.0   \n",
       "2697     unlock.test       0.088982               1     0.0     1.0      0.0   \n",
       "2698       save.test       3.506299               1     0.0     1.0      0.0   \n",
       "2699       save.test       2.505499               1     0.0     1.0      0.0   \n",
       "2700       save.test       2.455508               1     0.0     1.0      0.0   \n",
       "2701  quicksave.test       0.400920               1     0.0     1.0      0.0   \n",
       "2702       save.test       1.711658               1     0.0     1.0      0.0   \n",
       "2703       save.test       1.700660               1     0.0     1.0      0.0   \n",
       "2704       save.test       1.675665               1     0.0     1.0      0.0   \n",
       "2705   transmit.test       2.196561               1     0.0     1.0      0.0   \n",
       "2706       save.test       1.725655               1     0.0     1.0      0.0   \n",
       "2707       save.test       1.713657               1     0.0     1.0      0.0   \n",
       "2708   transmit.test       2.342531               1     0.0     1.0      0.0   \n",
       "...              ...            ...             ...     ...     ...      ...   \n",
       "2920  quicksave.test       0.846915               1     0.0     1.0      0.0   \n",
       "2921       save.test       0.732927               1     0.0     1.0      0.0   \n",
       "2922  quicksave.test       3.174682               1     0.0     1.0      0.0   \n",
       "2923       save.test       1.761824               1     0.0     1.0      0.0   \n",
       "2924   transmit.test       1.793820               1     0.0     1.0      0.0   \n",
       "2925  quicksave.test       0.502949               1     0.0     1.0      0.0   \n",
       "2926       save.test       0.746926               1     0.0     1.0      0.0   \n",
       "2927  quicksave.test       0.733926               1     0.0     1.0      0.0   \n",
       "2928       save.test       1.804819               1     0.0     1.0      0.0   \n",
       "2929   transmit.test       1.874813               1     0.0     1.0      0.0   \n",
       "2930  quicksave.test       0.193980               1     0.0     1.0      0.0   \n",
       "2931       save.test       0.486952               1     0.0     1.0      0.0   \n",
       "2932  quicksave.test       0.719928               1     0.0     1.0      0.0   \n",
       "2933       save.test       1.895811               1     0.0     1.0      0.0   \n",
       "2934   transmit.test       1.864814               1     0.0     1.0      0.0   \n",
       "2935  quicksave.test       0.194980               1     0.0     1.0      0.0   \n",
       "2936       save.test       0.729927               1     0.0     1.0      0.0   \n",
       "2937  quicksave.test       0.727928               1     0.0     1.0      0.0   \n",
       "2938       save.test       1.895811               1     0.0     1.0      0.0   \n",
       "2939   transmit.test       1.800820               1     0.0     1.0      0.0   \n",
       "2940  quicksave.test       0.227978               1     0.0     1.0      0.0   \n",
       "2941       save.test       0.494950               1     0.0     1.0      0.0   \n",
       "2942  quicksave.test       0.732927               1     0.0     1.0      0.0   \n",
       "2943       save.test       1.841816               1     0.0     1.0      0.0   \n",
       "2944   transmit.test       1.748825               1     0.0     1.0      0.0   \n",
       "2945  quicksave.test       0.189981               1     0.0     1.0      0.0   \n",
       "2946       save.test       0.468953               1     0.0     1.0      0.0   \n",
       "2947  quicksave.test       0.743926               1     0.0     1.0      0.0   \n",
       "2948       save.test       1.958805               1     0.0     1.0      0.0   \n",
       "2949   transmit.test       1.744826               1     0.0     1.0      0.0   \n",
       "\n",
       "                 date_int  \n",
       "2679  1473784360417174000  \n",
       "2680  1473784360529150000  \n",
       "2681  1473784361291999000  \n",
       "2682  1473784363171622000  \n",
       "2683  1473784363769503000  \n",
       "2684  1473784364725311000  \n",
       "2685  1473784366370982000  \n",
       "2686  1473784366515954000  \n",
       "2687  1473784368661524000  \n",
       "2688  1473784372973661000  \n",
       "2689  1473784373083640000  \n",
       "2690  1473784376548947000  \n",
       "2691  1473784379913274000  \n",
       "2692  1473784383118632000  \n",
       "2693  1473784386409974000  \n",
       "2694  1473784389692317000  \n",
       "2695  1473784389999255000  \n",
       "2696  1473784391444967000  \n",
       "2697  1473784391562942000  \n",
       "2698  1473784395103235000  \n",
       "2699  1473784397649725000  \n",
       "2700  1473784400150224000  \n",
       "2701  1473784400588138000  \n",
       "2702  1473784402328789000  \n",
       "2703  1473784404058444000  \n",
       "2704  1473784405767102000  \n",
       "2705  1473784408007653000  \n",
       "2706  1473784409775300000  \n",
       "2707  1473784411514951000  \n",
       "2708  1473784413893476000  \n",
       "...                   ...  \n",
       "2920  1473784843571057000  \n",
       "2921  1473784844333981000  \n",
       "2922  1473784847558657000  \n",
       "2923  1473784849401473000  \n",
       "2924  1473784851268286000  \n",
       "2925  1473784851828231000  \n",
       "2926  1473784852605154000  \n",
       "2927  1473784853396074000  \n",
       "2928  1473784855275886000  \n",
       "2929  1473784857224692000  \n",
       "2930  1473784857476665000  \n",
       "2931  1473784857993614000  \n",
       "2932  1473784858764538000  \n",
       "2933  1473784860732341000  \n",
       "2934  1473784862673146000  \n",
       "2935  1473784862926120000  \n",
       "2936  1473784863685045000  \n",
       "2937  1473784864462968000  \n",
       "2938  1473784866430771000  \n",
       "2939  1473784868305583000  \n",
       "2940  1473784868592555000  \n",
       "2941  1473784869117501000  \n",
       "2942  1473784869903424000  \n",
       "2943  1473784871822232000  \n",
       "2944  1473784873644048000  \n",
       "2945  1473784873891025000  \n",
       "2946  1473784874388974000  \n",
       "2947  1473784875182895000  \n",
       "2948  1473784877212692000  \n",
       "2949  1473784879030510000  \n",
       "\n",
       "[253 rows x 17 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "latest[_data.return_in_norm_df(latest, 'case_duration', 2)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x322292e8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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tWrVqpdOnTysqKsonf2lo3769GjdurPvuu0/BwcEqLCxU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\nOW7dugUvLy9kZ2djyJAhfIdF/EHu7u4YPHgwbt68C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      "text/plain": [
       "<matplotlib.figure.Figure at 0x322ec438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20,5))\n",
    "metrics.df[metrics.this_month].case_action.value_counts().plot(kind='bar', ax=ax, color='gray')\n",
    "ax.set_title('Coverage by Endpoint')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"plotdiv\" id=\"6d632823-fd22-46af-b1f1-c3819d60a490\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = \"\";\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force !== \"\") {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"6d632823-fd22-46af-b1f1-c3819d60a490\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '6d632823-fd22-46af-b1f1-c3819d60a490' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
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216.0]\"],\"color\":[\"#00ad9c\"],\"fill_alpha\":[0.6],\"height\":[5.0],\"label\":[\"(202.0, 216.0]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[14.0],\"x\":[\"209.0\"],\"y\":[2.5]}},\"id\":\"adfa1dd3-49f0-4293-b3d9-103d8cdefa8d\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"height\",\"color\",\"width\",\"fill_alpha\",\"x\",\"y\",\"line_alpha\",\"line_color\",\"label\"],\"data\":{\"chart_index\":[\"(52.3, 58.5]\"],\"color\":[\"#5ab738\"],\"fill_alpha\":[0.6],\"height\":[5.0],\"label\":[\"(52.3, 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174.0]\"],\"color\":[\"#00ad9c\"],\"fill_alpha\":[0.6],\"height\":[11.0],\"label\":[\"(160.0, 174.0]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[14.0],\"x\":[\"167.0\"],\"y\":[5.5]}},\"id\":\"64560498-a074-4b75-8398-a13571622ae0\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"height\",\"color\",\"width\",\"fill_alpha\",\"x\",\"y\",\"line_alpha\",\"line_color\",\"label\"],\"data\":{\"chart_index\":[\"(102.5, 108.7]\"],\"color\":[\"#5ab738\"],\"fill_alpha\":[0.6],\"height\":[2.0],\"label\":[\"(102.5, 108.7]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[6.272727272727266],\"x\":[\"105.6\"],\"y\":[1.0]}},\"id\":\"05d94a10-2de3-45b1-909c-9ec62db0d51d\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1e71831a-ab74-483f-8d19-31462084da96\",\"type\":\"Rect\"},{\"attributes\":{\"overlay\":{\"id\":\"5059a1f9-02ce-4323-8fa5-5a6913f1d5d2\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"141dc005-188f-4192-a2e4-8e019643450c\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"b0dddb08-6c67-4215-aa5e-3d202ad174ff\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"5d715d25-063f-4d2e-bb3e-d3564069923b\",\"type\":\"Rect\"},{\"attributes\":{},\"id\":\"5d724fe8-8492-4ed1-bd8b-e8661a6c9605\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"044156c3-2a9c-4fe0-aed6-b422d72f2d4f\",\"type\":\"Rect\"},{\"attributes\":{},\"id\":\"b9f7dfb5-da7b-4970-ac3b-43e1473b5077\",\"type\":\"BasicTickFormatter\"}],\"root_ids\":[\"141dc005-188f-4192-a2e4-8e019643450c\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.1\"}};\n",
       "            var render_items = [{\"docid\":\"0ae96a45-60c8-4873-98e0-e65086ea8134\",\"elementid\":\"6d632823-fd22-46af-b1f1-c3819d60a490\",\"modelid\":\"141dc005-188f-4192-a2e4-8e019643450c\",\"notebook_comms_target\":\"3eee2a23-b9b4-4f86-9138-1fbba206ca55\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "        });\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i](window.Bokeh);\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<p><code>&lt;Bokeh Notebook handle for <strong>In[33]</strong>&gt;</code></p>"
      ],
      "text/plain": [
       "<bokeh.io._CommsHandle at 0x15d909b0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bokeh.charts import Histogram, output_file, show\n",
    "from bokeh.sampledata.autompg import autompg as df\n",
    "import bokeh.plotting as bk\n",
    "\n",
    "hist = Histogram(df, values='hp', color='cyl',\n",
    "                 title=\"HP Distribution by Cylinder Count\", legend='top_right')\n",
    "\n",
    "# output_file(\"histogram_single.html\", title=\"histogram_single.py example\")\n",
    "# hist = \n",
    "# show(hist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'hist_map' is not defined",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-34-4e568d85a225>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mh\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mchart\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mHistogram\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlatest\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcase_action\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhist_map\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbins\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhist_map\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mh\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxaxis\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformatter\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mFixedTickFormatter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0minv_map\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mh\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'hist_map' is not defined"
     ],
     "output_type": "error"
    }
   ],
   "source": [
    "h = chart.Histogram(latest.case_action.map(hist_map), bins = 2*len(hist_map))\n",
    "h.xaxis[0].formatter = FixedTickFormatter(labels=inv_map)\n",
    "show(h)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pf_metrics = metrics.df[(metrics.df.numeric_status !=3) & metrics.this_month]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "case_id\n",
       "026-016-0006    0.000000\n",
       "031-004-0001    0.000000\n",
       "160-004-0001    0.000000\n",
       "160-001-0007    0.000000\n",
       "161-006-0001    0.333333\n",
       "004-011-0004    0.333333\n",
       "001-004-0001    0.480000\n",
       "026-001-0004    0.500000\n",
       "026-001-0005    0.500000\n",
       "160-002-0001    0.552632\n",
       "Name: numeric_status, dtype: float64"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "caseidgroup = pf_metrics.groupby('case_id')\n",
    "ssorted = caseidgroup.numeric_status.mean()\n",
    "ssorted.sort_values()[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "har = metrics.df.groupby('case_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ssorted = har.numeric_status.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['999-999-9999', '008-006-0037', '008-006-0038', '008-006-0039',\n",
       "       '008-006-0040', '008-007-0005', '008-007-0006', '008-007-0007',\n",
       "       '008-007-0008', '008-007-0009',\n",
       "       ...\n",
       "       '001-002-0003', '004-019-0002', '010-005-0005', '003-001-0005',\n",
       "       '017-001-0008', '010-038-0002', '017-024-0002', '017-025-0002',\n",
       "       '001-002-0004', '003-006-0003'],\n",
       "      dtype='object', name='case_id', length=1919)"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ssorted.sort_values().index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    ""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def highest_failures_by_groupby_count(groupby_df, count):\n",
    "    mean_status = groupby_df.numeric_status.mean()\n",
    "    worst = mean_status.sort_values()[:count]\n",
    "    return worst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def highest_failures_by_groupby_stdev(groupby_df, sigma=0):\n",
    "    vals = groupby_df.numeric_status.mean()\n",
    "    normed_vals = vals[~_data.return_in_norm_series(vals, sigma)]\n",
    "    not_pass_fail_100 = normed_vals[(normed_vals <= 0.95) & (normed_vals != 0)]\n",
    "    print(type(not_pass_fail_100))\n",
    "    return not_pass_fail_100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def bar_plot_w_numeric_status(groupby_df, sigma=0):\n",
    "    fig, ax = plt.subplots(figsize=(20,10))\n",
    "    not_pass_fail_100 = highest_failures_by_groupby(groupby_df, sigma)\n",
    "    ax.bar(np.arange(len(not_pass_fail_100)), not_pass_fail_100)\n",
    "    ax.set_xticks(np.arange(len(not_pass_fail_100))+0.5)\n",
    "    ax.set_xticklabels(not_pass_fail_100.keys(), rotation=80)\n",
    "    return fig, ax, not_pass_fail_100.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x2df607b8>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HxtSpUyPLshgyZEj07NkzFixYELlcLoYOHRpr166NyZMnx0cffRS5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\nRERERGSO0EKQiIiIiIiIiMgc8X+sh17qwkVuKgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2e1e14a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax, list_keys = bar_plot_w_numeric_status(pf_metrics.groupby('case_id'), 1.8)\n",
    "ax.set_title('Highest % of Failures by Test ID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"81c066fc-8ad4-4dad-a3e4-2a248bf03f68\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "hardy = pf_metrics[(pf_metrics.numeric_status == 0) | (pf_metrics.numeric_status == 1)].groupby('case_id').numeric_status.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "case_id\n",
       "999-999-9999    0.0\n",
       "008-006-0037    0.0\n",
       "008-006-0038    0.0\n",
       "008-006-0039    0.0\n",
       "008-006-0040    0.0\n",
       "008-007-0005    0.0\n",
       "008-007-0006    0.0\n",
       "008-007-0007    0.0\n",
       "008-007-0008    0.0\n",
       "008-007-0009    0.0\n",
       "008-007-0010    0.0\n",
       "008-007-0011    0.0\n",
       "008-006-0036    0.0\n",
       "008-007-0012    0.0\n",
       "008-007-0014    0.0\n",
       "Name: numeric_status, dtype: float64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "highest_failures_by_groupby_count(metrics.df.groupby('case_id'), 15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## These passing rate case ids need a filter on them -- if a test was just run a few times compared to the others, it may not be an accurate representation of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "p = Bar(highest_failures_by_groupby_count(metrics.df.groupby('case_id'), 20), plot_width=800, plot_height=500, legend=None, \n",
    "        title='Lowest 20 Passing Rate Case Ids for Current Month', ylabel='Pass Rate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "case_id\n",
       "999-999-9999    0.0\n",
       "008-006-0037    0.0\n",
       "008-006-0038    0.0\n",
       "008-006-0039    0.0\n",
       "008-006-0040    0.0\n",
       "008-007-0005    0.0\n",
       "008-007-0006    0.0\n",
       "008-007-0007    0.0\n",
       "008-007-0008    0.0\n",
       "008-007-0009    0.0\n",
       "008-007-0010    0.0\n",
       "008-007-0011    0.0\n",
       "008-006-0036    0.0\n",
       "008-007-0012    0.0\n",
       "008-007-0014    0.0\n",
       "008-007-0015    0.0\n",
       "008-007-0016    0.0\n",
       "008-007-0021    0.0\n",
       "008-007-0022    0.0\n",
       "008-007-0023    0.0\n",
       "Name: numeric_status, dtype: float64"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "highest_failures_by_groupby_count(metrics.df.groupby('case_id'), 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
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       "            var render_items = [{\"docid\":\"3edcd890-fc89-4bde-818e-0251747c92fe\",\"elementid\":\"2d92742c-8c89-4689-bbe7-0eaf0279612d\",\"modelid\":\"eec133b4-84dd-4bbb-8919-b86b3edbab56\",\"notebook_comms_target\":\"a8ab9cf8-9245-4ae4-96da-d97e9cf4c4ef\"}];\n",
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      "text/html": [
       "<p><code>&lt;Bokeh Notebook handle for <strong>In[36]</strong>&gt;</code></p>"
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       "<bokeh.io._CommsHandle at 0x2d563898>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
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   ],
   "source": [
    "p = Bar(highest_failures_by_groupby(pf_metrics.groupby('case_id'), 1.5))\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
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   "source": [
    "a = 'Service call queryAdCvd. \\n\\t\\t\\tCC 10.05.2015 added flags for send to customs and return AE records.\\n\\t\\t\\tflags have no affect.'\n",
    "b = [c.strip() for c in a.splitlines()]"
   ]
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  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Service call queryAdCvd. CC 10.05.2015 added flags for send to customs and return AE records. flags have no affect.'"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "' '.join(b)"
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   "execution_count": 72,
   "metadata": {
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 'Service call queryAdCvd. \\n\\t\\t\\tCC 10.05.2015 added flags for send to customs and return AE records.\\n\\t\\t\\tflags have no affect.',\n",
       "       \"Bug 362 - use TEST instead of a 4-digit number in A Header record. \\n\\t\\tTest processAC service call.  should return version and 'false' for hasConfirms, hasErrors and hasMessages.\",\n",
       "       'eBond service call createBond request/response valid request with a single line. \\n\\t\\t\\t\\tResponse should have no messages or errors. No event created in cfit since the cfit file \\n\\t\\t\\t\\tdoes not exist.  host was - devcombo023.dr1.ei:8121',\n",
       "       ...,\n",
       "       'Switch back to first invoice so that when saving, the bad hs data will validate.',\n",
       "       'Save on first invoice, validations on second invoice should come back.',\n",
       "       'Finding the previously created declaration using search and verifying if all the required attributes are found.\\n\\t\\t'], dtype=object)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics.df.case_description.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n"
     ]
    }
   ],
   "source": [
    "boop = highest_failures_by_groupby(pf_metrics.groupby('case_id'), 1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"e711a160-890d-4147-ae75-82eb51f85b7a\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'e711a160-890d-4147-ae75-82eb51f85b7a' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        Bokeh.$(function() {\n",
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       "            var render_items = [{\"docid\":\"20dd833d-7d27-4124-8dc6-9e8b9358cb3a\",\"elementid\":\"e711a160-890d-4147-ae75-82eb51f85b7a\",\"modelid\":\"ab95eb2e-c80c-4781-830d-cedb1401be36\",\"notebook_comms_target\":\"d9458bc5-51e2-471d-b902-c7e7dc6b5496\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "        });\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i](window.Bokeh);\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<p><code>&lt;Bokeh Notebook handle for <strong>In[96]</strong>&gt;</code></p>"
      ],
      "text/plain": [
       "<bokeh.io._CommsHandle at 0x314da160>"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p = Bar(boop, title=\"Lowest Pass Rate by Test ID\", legend=False)\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from bokeh.sampledata.autompg import autompg as df\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "groupby_id = metrics.df.groupby('case_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "groupby_id.agg([np.mean, np.std]).case_duration.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "aggregation = {\n",
    "    'case_duration' : {\n",
    "        'mean_duration': 'mean',\n",
    "        'std_dev': 'std'\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "groupby_id = metrics.df.groupby('case_id')\n",
    "mean_duration_df = groupby_id.agg(aggregation).dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "max_duration= mean_duration_df[(mean_duration_df.case_duration.mean_duration == \n",
    "                                                   mean_duration_df.case_duration.mean_duration.max())]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "max_duration_over_time = _data.return_specific_case_over_time(metrics.df, max_duration.index.values[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "max_duration_over_time.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# new_cmap = rand_cmap(100, type='bright', first_color_black=True, last_color_black=False, verbose=True)\n",
    "# plt.register_cmap(name='forplot', data=new_cmap)\n",
    "# type(new_cmap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def plot(df, fig, ax):\n",
    "    if df.case_client_ip.unique() == 1:\n",
    "        case_client_ip = df.case_client_ip.unique()[0]\n",
    "        try:\n",
    "            hostname = get_hostname(case_client_ip)\n",
    "        except:\n",
    "            hostname = case_client_ip\n",
    "    else:\n",
    "        hostname = None\n",
    "    df.plot('date_int', 'case_duration', kind='scatter', ax=ax, color=np.random.rand(3,1), label=hostname)\n",
    "#     xtick_range = (over_time.dropna().date_int.max() - over_time.dropna().date_int.min()) / 10\n",
    "#     current_xticks = [a.get_text() for a in ax.get_xticklabels()]\n",
    "    d = list(map(lambda x: pd.to_datetime(x).strftime('%m-%d-%Y'), ax.get_xticks()))\n",
    "    ax.set_xticklabels(d, rotation=70)\n",
    "    ax.set_title('.'.join(df.case_id.unique()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "metrics.df.case_client_ip.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "fig, ax = plt.subplots(figsize=(20,10))\n",
    "plot(_data.return_longest_case_over_time(metrics.df[(metrics.df.case_endpoint.str.contains('localhost')) & \n",
    "                                            (metrics.df.case_client_ip == '10.1.178.183') & (metrics.df.passed == 1)],\n",
    "                                   aggregation), fig, ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# fig, ax = plt.subplots(figsize=(20,10))\n",
    "a = _data.return_longest_case_over_time(metrics.df[metrics.df.case_endpoint.str.contains('qacombo016')], aggregation)\n",
    "b = _data.return_in_norm_df(a, 'case_duration', 1)\n",
    "len(a[b])\n",
    "a = cm.get_cmap('nipy_spectral')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "fig, ax = plt.subplots(figsize=(20,10))\n",
    "t = 0\n",
    "for ip in metrics.df.case_client_ip.unique():\n",
    "    if ip:\n",
    "#         print(ip)\n",
    "        plot(_data.return_longest_case_over_time(metrics.df[(metrics.df.case_endpoint.str.contains('localhost')) & \n",
    "                                                    (metrics.df.case_client_ip == ip) & (metrics.df.passed == 1)], aggregation), fig, ax)\n",
    "        t+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "plt.scatter(metrics.df.date_int, metrics.df.case_duration, cmap='Blues', c=range(len(metrics.df.date_int)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def return_mean_duration_over_time(df):\n",
    "    mean_time_v_endpoint = df.groupby('case_endpoint')\n",
    "    mean_v_endpoint = mean_duration_v_case_endpoint.agg(aggregation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mean_time_v_endpoint = metrics.df.groupby('case_endpoint')\n",
    "mean_v_endpoint = mean_time_v_endpoint.agg(aggregation)\n",
    "mean_v_endpoint['ticks'] = pd.Series(range(len(mean_v_endpoint.index.values)), index=mean_v_endpoint.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mean_v_endpoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# mean_v_endpoint.plot('index', 'mean_duration')\n",
    "fig, ax = plt.subplots(figsize=(20,10))\n",
    "plt.scatter(range(len(mean_v_endpoint.index.values)), mean_v_endpoint.case_duration.mean_duration)\n",
    "ax.set_xticks(_graphs.create_uniform_tcks(mean_v_endpoint.index.values))\n",
    "ax.set_xticklabels(mean_v_endpoint.index.values, rotation = 70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "len(metrics.df[metrics.df.case_client_ip == '10.1.178.201'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "(len(metrics.df) - len(metrics.df[metrics.df.case_timestamp.isnull()])) / len(metrics.df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "metrics.df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "metrics.df.case_service_name.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "count_agg = {\n",
    "    'scenario_uuid' : {\n",
    "        'count': 'count'\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " ### USE THIS!  \n",
    "``index.get_level_values('index_name')``"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def _get_case_count_by_service(df):\n",
    "    service_names = df.case_service_name.unique()\n",
    "    count_frame = df.groupby(['case_service_name', 'group_uuid']).agg({'scenario_uuid' : {'count': 'count'}})\n",
    "    service_v_count = {}\n",
    "    for service in service_names:\n",
    "        serv_frame = count_frame.loc[service]\n",
    "        max_scenario_uuid = serv_frame.scenario_uuid.max()\n",
    "        largest_guiid = serv_frame.scenario_uuid[serv_frame.scenario_uuid == max_scenario_uuid].dropna().index.values\n",
    "        largest_run = df[df.group_uuid ==  largest_guiid[0]]\n",
    "        full_name = largest_run.case_service_name.str.cat(largest_run.case_id, sep='_')\n",
    "        case_count = len(full_name.unique())\n",
    "        service_v_count[service] = case_count\n",
    "    return service_v_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " use ``get_case_list_by_group``, then ``str.cat`` on service_name + case_id, then can use  ``.isin(group_case_list[group])`` to get defs by group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_case_list_by_group(config):\n",
    "#     Identity = namedtuple('Identity', ['service', 'id'])\n",
    "    groups = config.get('groups')\n",
    "    full_case_lists = {}\n",
    "    for group_name, group in groups.items():\n",
    "        cases = group['cases']\n",
    "        if group.get('dependencies'):\n",
    "            for dep in group.get('dependencies'):\n",
    "                dependencies_tests = groups.get(dep).get('cases')\n",
    "                cases +=  dependencies_tests\n",
    "        full_case_lists[group_name] = cases\n",
    "    return full_case_lists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import json\n",
    "with open('config.json', 'rb') as in_file:\n",
    "    config = json.loads(in_file.read().decode())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# def get_case_count_by_config(df, config):\n",
    "#     group_case_list = get_case_list_by_group(config)\n",
    "    # this may not be necessary as the you could just do\n",
    "    #a .isin(group_case_list[group]) to get what you need. (and a .str.cat on service_name + case_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "_get_case_count_by_service(metrics.df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "count_frame = metrics.df.groupby(['case_service_name', 'group_uuid']).agg(count_agg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "bolt = count_frame.loc['BOLTServicesBranch']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "biggest_guiid = bolt.scenario_uuid[bolt.scenario_uuid == bolt.scenario_uuid.max()].dropna().index[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "metrics.df[metrics.df.group_uuid == biggest_guiid].case_id.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "count_frame.loc['BOLTServicesBranch'].scenario_uuid.describe().max().values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "count_frame.loc['BOLTServicesBranch'].scenario_uuid.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "count_frame.loc['BOLTServicesBranch'].scenario_uuid[count_frame.loc['BOLTServicesBranch'].scenario_uuid ==6276].dropna().index.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function expd_analytics._data.this_month>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_data.this_month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'TestResult' object has no attribute 'this_month'",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-23-e76f219ba7bb>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mmetrics\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mthis_month\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: 'TestResult' object has no attribute 'this_month'"
     ],
     "output_type": "error"
    }
   ],
   "source": [
    ""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    ""
   ]
  }
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